Perplexity Turns Mac Mini Into A 24/7 Personal AI Agent Perplexity debuted a local version of its Computer AI agent system that runs on a dedicated Mac mini. This system gives the Comet assistant persistent access to local files and applications. It positions itself as a secure and controlled alternative to the viral OpenClaw platform. The dedicated agent hardware: Persistent Access: The agent manages local files and app sessions on a Mac mini from any location.
While OpenClaw achieved fame (and infamy) for its raw, sometimes "amok" autonomy, Perplexity is focusing on controlled persistence. By utilizing the Mac mini as a dedicated local server, the Comet assistant gains deep, always-on access to a user's files and applications without the latency or privacy risks of a pure cloud model.
Automation that starts with legal thinking Curiosity about AI is growing across legal teams, yet the path from idea to automation often feels unclear. e! by Lexemo bridges that gap. Through conversational “vibe coding,” lawyers describe their legal logic and the platform builds a structured workflow they can understand and refine.
Technology supports the process while legal expertise stays in charge 👉 See AutoMate in action The AI Skill Gap Is Growing. Are You Keeping Up? Companies are actively using AI to automate routine tasks and boost productivity. More teams are bringing these tools into daily work, and the need for people who know how to use AI is growing fast.
This 2-day live AI Mastermind walks through building simple automations and using AI across common work tasks. Strengthen your game with AI skills that employers notice. March 14–15 | 10 AM–7 PM EST Register now Musk Revives Macrohard: A Joint xAI-Tesla AI Agent Project Elon Musk announced a major strategic pivot for his AI ambitions, merging xAI’s long-rumored "Macrohard" project with Tesla’s new Digital Optimus AI agent. Musk claims the integrated system will be the first "real-time smart AI" capable of emulating the functions of entire companies by combining Grok's reasoning with Tesla's Full Self-Driving (FSD) video-processing logic.
Macrohard is Musk's attempt to turn every Tesla into a high-powered office assistant. It is a vertically integrated dream that promises to merge the physical and digital worlds, but as with FSD, the timeline between "announced" and "operational" remains a massive question mark. Researchers Propose Height to Overcome Stalling Scaling Laws Traditional Transformers are hitting a wall, signaling that simply adding data or layers is no longer enough for true machine intelligence. A study in Popular Mechanics suggests the next breakthrough lies in height, a third dimension of intra-layer wiring that allows neurons within the same layer to communicate like human brain circuits.
This design focuses on "intelligent wiring" rather than expanding scale. By mimicking human feedback mechanisms, this approach aims for cognitive evolution over raw volume. While not an immediate fix for AGI, it marks a fundamental pivot toward machines that think more like us. Tool of the Day: NVIDIA Nemotron 3 Super NVIDIA has launched Nemotron 3 Super , a 120-billion-parameter hybrid model purpose-built to solve the "context explosion" and high costs of agentic AI. By utilizing a specialized mixture-of-experts (MoE) architecture, it delivers 5x higher throughput and 2x higher accuracy than its predecessors, making it a powerhouse for autonomous workflows.
Latent MoE & Multi-Token Prediction: Activates four expert specialists for the cost of one and predicts multiple future words simultaneously to achieve 3x faster inference. Massive 1M Token Context: A massive context window allows agents to hold entire codebases or thousands of pages of reports in memory, preventing "goal drift" during long tasks.
Try this yourself: You can access Nemotron 3 Super today via build.nvidia.com , Perplexity, OpenRouter, or Hugging Face. Developers can also deploy it as an NVIDIA NIM microservice to build high-accuracy software development or research agents.